Unraveling the MEV enigma: ABI-free detection model using Graph Neural Networks

Seongwan Park, Woojin Jeong, Yunyoung Lee, Bumho Son, Huisu Jang, Jaewook Lee

Abstract: Highlights•Identify the limitations of existing MEV detection algorithms.•Categorize MEV transactions: 2 sandwich types, 5 arbitrage types with novel strategies.•Release publicly available and extensive MEV dataset, surpassing existing ones.•Propose ArbiNet: low overhead, high performance arbitrage detection algorithm.